DocumentCode :
243529
Title :
Mining Cursor Motions to Find the Gender, Experience, and Feelings of Computer Users
Author :
Yamauchi, Takashi ; Bowman, Casady
Author_Institution :
Dept. of Psychol., Texas A&M Univ., College Station, TX, USA
fYear :
2014
fDate :
14-14 Dec. 2014
Firstpage :
221
Lastpage :
230
Abstract :
Theory of "embodied cognition" suggests that a variety of mental activities are reflected in states of the body, such as postures, arm movements and facial expressions. The present study investigates the extent to which profiles of computer users -- their gender, feelings, and emotional experience -- can be assessed from movements of computer cursors. In one experiment, participants (N = 372) saw three film clips for two minutes each, rated their feelings afterward, and carried out simple perception tasks three times where our program traced participants\´ cursor trajectories every 20 milliseconds. We investigated the extent to which the extracted cursor trajectory features could reveal participants\´ profiles. Results indicated that a small number of trajectory variables were helpful to identify which film participants saw, how they felt while viewing the film, and their gender. We suggest that cursor motions provide rich information for dynamic user profile mining.
Keywords :
cognition; data mining; human computer interaction; user modelling; arm movements; body states; computer cursors movements; computer users; cursor motions mining; cursor trajectory features; dynamic user profile mining; embodied cognition; emotional experience; facial expressions; feelings; gender; mental activities; participant profiles; perception tasks; postures; trajectory variables; user modeling; Cognition; Computers; Data mining; Feature extraction; Films; Psychology; Trajectory; Cursor Trajectory Analysis; User Modeling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Data Mining Workshop (ICDMW), 2014 IEEE International Conference on
Conference_Location :
Shenzhen
Print_ISBN :
978-1-4799-4275-6
Type :
conf
DOI :
10.1109/ICDMW.2014.131
Filename :
7022601
Link To Document :
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